📸🍽️ Telegram Food Photo → 🤖 Gemini Vision AI → 📊 Nutrition Data → 📄 Google Sheets + 🗂️ Drive

What this workflow does

• 📸 Snap and send a photo of your meal via Telegram
• 🧠 Gemini Vision AI analyzes the image and estimates calories, protein, carbs, and fats
• 🤖 AI Agent structures the data with meal name, description, and timestamp
• 📄 Auto-logs nutrition data to Google Sheets for tracking
• 🗂️ Saves original meal photos to Google Drive with timestamped filenames
• 💬 Sends instant Telegram reply with full nutrition breakdown

Why it's useful

• ⚡ Track nutrition in seconds—no manual entry or food databases
• 📊 Build a complete meal history with photos and macros in one place
• 🎯 AI estimates portion sizes and hidden ingredients (oils, sauces)
• 🏋️ Perfect for fitness tracking, meal prep, or health monitoring
• 📱 Works entirely through Telegram—no extra apps needed

How it works

• 📲 Telegram Trigger → receives meal photo
• 🗂️ Google Drive → saves image with timestamp
• 🔎 Gemini Vision → analyzes food, estimates portions and macros
• 🤖 AI Agent → structures output (meal name, calories, protein, carbs, fats)
• 📄 Google Sheets → appends row with all nutrition data
• 💬 Telegram Reply → confirms with full breakdown

What you'll need

• 🤖 Telegram Bot token
• 🧠 Google Gemini API key (includes Vision capabilities)
• 🔐 Google OAuth for Sheets + Drive
• 📊 Google Sheet with columns: Meal_Name, Date, Meal_description, Calories, Proteins, Carbs, Fats

Setup steps

• 🔗 Connect credentials: Telegram, Google Gemini, Google Sheets, Google Drive
• 📄 Create Google Sheet with nutrition columns (see format above)
• 🗂️ Create Google Drive folder for meal photos
• 🧭 Update sheet ID and Drive folder ID in workflow
• 🧪 Test: send a meal photo via Telegram and check Sheet + Drive

Customization ideas

• 📈 Daily summary: add scheduled workflow to calculate daily totals
• 🎯 Goal tracking: set IF conditions to alert when over/under calorie targets
• 📊 Charts: connect to Data Studio/Looker for visual progress tracking
• 🏃 Fitness integration: sync with MyFitnessPal or fitness apps

Who it's for

• 🏋️ Fitness enthusiasts tracking macros without manual logging
• 🥗 Meal preppers analyzing portion sizes and nutrition
• 💪 Athletes monitoring calorie and protein intake
• 🩺 Health-conscious individuals building meal history
• 👨‍🍳 Nutritionists collecting client food data

Quick Setup Guide - Before You Start - What You Need:

• 🔗 Telegram Bot (create via @BotFather)
• 🧠 Google Gemini API key with Vision enabled (get it here)
• 🔐 Google account for Sheets and Drive access
• 📊 Basic spreadsheet to track your meals

Want help customizing?

📧 [email protected]
🔗 LinkedIn